// Copyright (c) Microsoft Corporation.
// Licensed under the MIT License.

import {
  DatasetTaskType,
  IDataset,
  IModelExplanationData
} from "@responsible-ai/core-ui";

export const emotion: IDataset = {
  categorical_features: [],
  class_names: ["0", "1", "2", "3", "4", "5"],
  feature_names: [
    "positive_words",
    "negative_words",
    "negation_words",
    "negated_entities",
    "named_persons",
    "sentence_length"
  ],
  features: [
    [0, 0, 1, 0, 0, 23],
    [7, 2, 0, 0, 0, 108],
    [0, 2, 0, 0, 0, 48],
    [5, 0, 0, 0, 0, 92],
    [0, 1, 0, 0, 0, 20],
    [1, 0, 1, 0, 0, 65],
    [5, 1, 0, 0, 0, 122],
    [5, 3, 0, 0, 0, 73],
    [8, 0, 0, 0, 0, 98],
    [1, 0, 0, 0, 0, 19]
  ],
  predicted_y: [0, 0, 3, 2, 3, 0, 5, 4, 1, 2],
  probability_y: [
    [
      0.9964079260826111, 0.0006807023892179132, 0.0006490040686912835,
      0.0012332058977335691, 0.0006467578350566328, 0.00038232968654483557
    ],
    [
      0.9952924251556396, 0.0011914701899513602, 0.0009963026968762279,
      0.0004628194437827915, 0.0016494353767484426, 0.0004076040058862418
    ],
    [
      0.002277243649587035, 0.0006832050275988877, 0.0020760439801961184,
      0.9914624094963074, 0.0019362219609320164, 0.001564878155477345
    ],
    [
      0.0015236539766192436, 0.003875127760693431, 0.9880313873291016,
      0.0016957441112026572, 0.0007121964008547366, 0.00416181655600667
    ],
    [
      0.005717105697840452, 0.0006268071592785418, 0.0012732247123494744,
      0.9898698925971985, 0.00136032875161618, 0.0011525934096425772
    ],
    [
      0.9967947602272034, 0.0005332102882675827, 0.0005430076271295547,
      0.0009221498621627688, 0.0008738949545659125, 0.00033301577786915004
    ],
    [
      0.002403777092695236, 0.014024150557816029, 0.01024856697767973,
      0.005470428615808487, 0.027866419404745102, 0.9399866461753845
    ],
    [
      0.01084613986313343, 0.000562493980396539, 0.0005954030202701688,
      0.003050225554034114, 0.9735783338546753, 0.011367399245500565
    ],
    [
      0.000577050494030118, 0.996459424495697, 0.0013418165035545826,
      0.0005132675287313759, 0.0003893037501256913, 0.000719092262443155
    ],
    [
      0.0013603565748780966, 0.009237753227353096, 0.9845877885818481,
      0.0011965497396886349, 0.0006584341172128916, 0.002959076315164566
    ]
  ],
  target_column: "emotion",
  task_type: DatasetTaskType.TextClassification,
  true_y: [0, 0, 3, 2, 3, 0, 5, 4, 1, 2]
};

export const emotionModelExplanationData: Omit<
  IModelExplanationData,
  "predictedY" | "probabilityY"
> = {
  precomputedExplanations: {
    globalFeatureImportance: {
      featureNames: [
        "[CLS]",
        "i",
        "didn",
        "##t",
        "feel",
        "humiliated",
        "[SEP]",
        "can",
        "go",
        "from",
        "feeling",
        "so",
        "hopeless",
        "to",
        "damned",
        "hopeful",
        "just",
        "being",
        "around",
        "someone",
        "who",
        "cares",
        "and",
        "is",
        "awake",
        "im",
        "grabbing",
        "a",
        "minute",
        "post",
        "greedy",
        "wrong",
        "am",
        "ever",
        "nos",
        "##tal",
        "##gic",
        "about",
        "the",
        "fireplace",
        "will",
        "know",
        "that",
        "it",
        "still",
        "on",
        "property",
        "gr",
        "##ou",
        "##chy",
        "iv",
        "##e",
        "been",
        "little",
        "burden",
        "##ed",
        "lately",
        "wasn",
        "sure",
        "why",
        "was",
        "taking",
        "or",
        "mill",
        "##ig",
        "##ram",
        "##s",
        "times",
        "recommended",
        "amount",
        "fallen",
        "asleep",
        "lot",
        "faster",
        "but",
        "also",
        "like",
        "funny",
        "as",
        "confused",
        "life",
        "teenager",
        "jade",
        "##d",
        "year",
        "old",
        "man",
        "have",
        "with",
        "pet",
        "##rona",
        "for",
        "years",
        "has",
        "performed",
        "well",
        "made",
        "huge",
        "profit",
        "romantic",
        "too"
      ],
      intercept: -1.6870120343442274,
      scores: [
        0, 0.17316559396898287, 0.15747514247328967, 0.08462511437566078,
        0.3840241259869863, 5.3282367403538, 0, 0.04504998630582512,
        0.04504998630582512, 0.11180273752492738, 0.44209926876606076,
        0.4533385981430204, 1.2162810112155371, 0.649073577815588,
        0.18193666454052781, 0.18193666454052781, 0.18193666454052781,
        0.18193666454052781, 0.18193666454052781, 0.18193666454052781,
        0.1819366645405278, 0.1819366645405278, 0.24740022236741108,
        0.10451934955430237, 0.1666278343224691, 0.12045064077995149,
        0.12045064077995149, 0.16400449477761872, 0.12045064077995149,
        0.17847307924477585, 2.5228844706612663, 1.577624273210348,
        0.35343753395855665, 0.30046696174890797, 1.4960398657443796,
        1.4960398657443796, 0.5724704622296484, 0.061056841590002124,
        0.042410864786135614, 0.042410864786135614, 0.042410864786135614,
        0.042410864786135614, 0.15599826395126246, 0.042410864786135614,
        0.042410864786135614, 0.042410864786135614, 0.042410864786135614,
        1.7591837885461048, 1.940453382788834, 0.6176816189155753,
        0.07435761692459548, 0.07435761692459548, 0.0768986592782556,
        0.44029238300675394, 1.44595060507012, 1.44595060507012,
        1.44595060507012, 0.028087749894579853, 0.028087749894579853,
        0.028087749894579853, 0.028087749894579853, 0.0353081309004691,
        0.046729291307487125, 0.0353081309004691, 0.0353081309004691,
        0.0353081309004691, 0.1642442624610577, 0.05155510729168681,
        0.05155510729168681, 0.05155510729168681, 0.05155510729168681,
        0.05155510729168681, 0.05155510729168681, 0.05155510729168681,
        0.05155510729168681, 0.32284339643225685, 0.32284339643225685,
        0.7089746484748449, 0.3255578562019103, 1.0794287195026098,
        0.0820577164215206, 0.0820577164215206, 0.4606979165837289,
        0.4606979165837289, 0.031023901047898567, 0.031023901047898567,
        0.031023901047898567, 0.06501823080000234, 0.06501823080000234,
        0.23669481591878894, 0.23669481591878894, 0.06501823080000234,
        0.06501823080000234, 0.5087088952700186, 0.5087088952700186,
        0.5087088952700186, 0.19721511370852407, 0.19721511370852407,
        0.19721511370852407, 3.7424075380370803, 0.35356105792448944
      ]
    },
    textFeatureImportance: [
      {
        localExplanations: [
          [0, 0, 0, 0, 0, 0],
          [
            0.003418534994125366, -0.00862116742064245, -0.008088370566838421,
            0.015490104968193918, 0.0005086176097393036, -0.0027077211998403072
          ],
          [
            0.009121590293943882, -0.0043642800410452764, -0.014345029805554077,
            0.028084620222216472, 0.004443454912689049, -0.022940411738090916
          ],
          [
            0.001462339423596859, 0.007618961735715857, -0.006996886295382865,
            0.008348467032192275, 0.010321034780645277, -0.020753874869114952
          ],
          [
            -0.004174720495939255, 0.1778360730750137, -0.0005083585565444082,
            -0.130270667898003, -0.02235142192512285, -0.020530938229057938
          ],
          [
            0.8549084849655628, -0.3945664602142642, -0.07612596606486477,
            -0.1993344256770797, -0.08003962282964494, -0.10484199697384611
          ],
          [0, 0, 0, 0, 0, 0]
        ],
        text: ["", "i ", "didn", "t ", "feel ", "humiliated", ""]
      },
      {
        localExplanations: [
          [0, 0, 0, 0, 0, 0],
          [
            0.0016197420191019773, -0.001355032596620731, 0.0010128256762982346,
            0.0020036787718709093, -0.00677684233232867, 0.0034955935880134348
          ],
          [
            -0.0033964824688155204, 0.005078461705124937, 0.0010631645236571785,
            -0.005016507859181729, -0.0035715661288122647, 0.005842958596986136
          ],
          [
            0.0004780256131198257, -0.0011758506443584338, -0.00067935200422653,
            0.002629387903652969, -0.0006744541678926907, -0.0005777677451987984
          ],
          [
            0.004429228200024227, -0.015359103093942394, 0.0001560192831675522,
            0.005130318964802427, 0.00026190062635578215, 0.005381680652135401
          ],
          [
            0.2796973787881143, -0.20283440789717133, -0.004531273043539841,
            -0.04512854582208092, -0.019781165858148597, -0.0074219829566573026
          ],
          [
            0.039117690015700646, 0.010064409780170536, -0.005533622592338361,
            -0.015953598775013234, -0.01075427591058542, -0.016940625913775875
          ],
          [
            0.59888783947099, -0.3773560004228784, -0.049432345374953,
            -0.07992295600161015, -0.019084918396401918, -0.07309160326803976
          ],
          [
            0.001123703314078739, 0.0019280551096017007, -0.002141597775334958,
            0.0047698728149043745, 4.011419878224842e-5, -0.005720129679502861
          ],
          [
            -0.0008493049354001414, -0.0007721784641034901,
            -4.9158832553075626e-5, 0.003913678366188833,
            -0.0026608346779539715, 0.0004178027529633255
          ],
          [
            0.003914211883966345, -0.014673745912659797, 7.008868124103174e-6,
            0.014692981848384079, -0.0026386777208244894, -0.0013017683049838524
          ],
          [
            -0.045566837150545325, 0.2502412389967503, -0.03830107047542697,
            -0.09710309882120782, -0.024519928523659473, -0.04475029032801103
          ],
          [
            -0.006480140553321689, 0.022142293735669227, 0.0016619246162008494,
            -0.008126268542582693, -0.008535810724424664, -0.0006619819068873767
          ],
          [
            0.0025264455180149525, 0.0019152384011249524, -0.005793906333565246,
            0.003438216851463949, 0.0011147194963996299, -0.0032007174795580795
          ],
          [
            -0.0017764261501724832, 0.0023202392640087055,
            -0.0032930041325016646, -0.0012737669630951132,
            -0.0014516093579004519, 0.005474525321005785
          ],
          [
            -0.0019990385408164, -0.016302463745887508, 0.0025511085532343714,
            0.007289564099664858, 0.0030651083143311553, 0.0053957204136168
          ],
          [
            -0.0037040837669337634, 0.011127827970085491, 0.01869870116297534,
            -0.008540574565358838, -0.006174209878736292, -0.011407656365918228
          ],
          [
            0.0008482884186378215, 0.008872021685419895, -0.0030303816702144104,
            -0.0018348945600337174, -0.003963414865211234,
            -0.0008916129718272714
          ],
          [
            -0.011047821288229898, 0.02909355526753643, 0.049459061285233474,
            -0.02141532056248252, -0.031745363430673024, -0.01434411053378426
          ],
          [
            -0.0025326450122520328, 0.017328444359009154, -0.030617312997492263,
            -0.003761782832953031, 0.019565455317206215, 1.7850899894256145e-5
          ],
          [
            -0.006204410441569053, 0.018856465969292913, -0.006940323306480423,
            0.0005527730991161661, -0.0015710489751654677, -0.004693467115430394
          ],
          [
            0.002012697674217634, 0.05176318343728781, -0.01926723548967857,
            -0.027509969489983632, -0.0015185480078798719, -0.005480083906149957
          ],
          [0, 0, 0, 0, 0, 0]
        ],
        text: [
          "",
          "i ",
          "can ",
          "go ",
          "from ",
          "feeling ",
          "so ",
          "hopeless ",
          "to ",
          "so ",
          "damned ",
          "hopeful ",
          "just ",
          "from ",
          "being ",
          "around ",
          "someone ",
          "who ",
          "cares ",
          "and ",
          "is ",
          "awake",
          ""
        ]
      },
      {
        localExplanations: [
          [0, 0, 0, 0, 0, 0],
          [
            -0.006665627472102642, 0.013985434874484781, -0.0032770540565252304,
            0.005007827654480934, 0.0029503984260372818, -0.012000994713162072
          ],
          [
            -0.01320708150160499, -0.0020219392426952254, -0.013202346133766696,
            0.02498721983283758, 0.020381656548124738, -0.01693752273422433
          ],
          [
            -0.005157605075510219, 0.009897372034174623, -0.0016151572053786367,
            -0.006226998753845692, -0.0015595927397953346, 0.004661954277253244
          ],
          [
            -3.74022638425231e-5, -0.01663079933496192, 0.0038354387652361766,
            0.0052739474922418594, -0.00874520641809795, 0.016304028416925576
          ],
          [
            -0.004951237846398726, 0.02590506264095893, -0.003487398222205229,
            -0.01614377647638321, 7.754670514259487e-5, -0.0014002210882608779
          ],
          [
            -0.0027037885010940954, -0.0015496862251893617,
            -0.009377958558616228, 0.023479421623051167, 0.007590549852466211,
            -0.01743851196806645
          ],
          [
            8.168062777258456e-6, 0.00505774182965979, 0.0007275524112628773,
            -0.004495794884860516, -0.006466091290349141, 0.005168439740373287
          ],
          [
            -0.01943765496253036, 0.10892652201437159, -0.016956555016804487,
            0.004950300324708223, -0.04164943497744389, -0.03583313665876631
          ],
          [
            -0.09731347733759321, -0.30026530702161836, -0.037959187757223845,
            0.5549875828437507, -0.0629051722062286, -0.05654447247798089
          ],
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            0.1692691333591938, 0.006285600713454187, -0.02382109747850336
          ],
          [0, 0, 0, 0, 0, 0]
        ],
        text: [
          "",
          "im ",
          "grabbing ",
          "a ",
          "minute ",
          "to ",
          "post ",
          "i ",
          "feel ",
          "greedy ",
          "wrong",
          ""
        ]
      },
      {
        localExplanations: [
          [0, 0, 0, 0, 0, 0],
          [
            -0.007688329293159768, 0.020344356627902016, 0.004168115206994116,
            -0.002839385124389082, -0.011479533779493067, -0.0025052929122466594
          ],
          [
            -0.005634634628222557, 0.028640586861001793, 0.0023388730187434703,
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          ],
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          ],
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        ],
        text: [
          "",
          "i ",
          "am ",
          "ever ",
          "feeling ",
          "nos",
          "tal",
          "gic ",
          "about ",
          "the ",
          "fireplace ",
          "i ",
          "will ",
          "know ",
          "that ",
          "it ",
          "is ",
          "still ",
          "on ",
          "the ",
          "property",
          ""
        ]
      },
      {
        localExplanations: [
          [0, 0, 0, 0, 0, 0],
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